Dataset statistics
| Train | Test | |
|---|---|---|
| Number of variables | 6 | 6 |
| Number of observations | 3685 | 6000 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 172.9 KiB | 281.4 KiB |
| Average record size in memory | 48.0 B | 48.0 B |
Variable types
| Train | Test | |
|---|---|---|
| Numeric | 6 | 6 |
| Train | Test | |
|---|---|---|
Adj_Close is highly overall correlated with Close and 4 other fields | Adj_Close is highly overall correlated with Close and 4 other fields | High Correlation |
Close is highly overall correlated with Adj_Close and 4 other fields | Close is highly overall correlated with Adj_Close and 4 other fields | High Correlation |
High is highly overall correlated with Adj_Close and 4 other fields | High is highly overall correlated with Adj_Close and 4 other fields | High Correlation |
Low is highly overall correlated with Adj_Close and 4 other fields | Low is highly overall correlated with Adj_Close and 4 other fields | High Correlation |
Open is highly overall correlated with Adj_Close and 4 other fields | Open is highly overall correlated with Adj_Close and 4 other fields | High Correlation |
Volume is highly overall correlated with Adj_Close and 4 other fields | Volume is highly overall correlated with Adj_Close and 4 other fields | High Correlation |
| Alert not present in this dataset | Low has unique values | Unique |
Reproduction
| Train | Test | |
|---|---|---|
| Analysis started | 2024-06-26 15:39:25.682137 | 2024-06-26 15:39:33.488544 |
| Analysis finished | 2024-06-26 15:39:33.485555 | 2024-06-26 15:39:40.206817 |
| Duration | 7.8 seconds | 6.72 seconds |
| Software version | ydata-profiling v4.8.3 | ydata-profiling v4.8.3 |
| Download configuration | config.json | config.json |
Open
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3572 | 5950 |
| Distinct (%) | 96.9% | 99.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 453.22737 | 468.92089 |
| Train | Test | |
|---|---|---|
| Minimum | 49.274517 | 49.274517 |
| Maximum | 1271 | 1271 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 49.274517 | 49.274517 |
| 5-th percentile | 113.89919 | 140.93804 |
| Q1 | 233.24794 | 234.80712 |
| median | 306.94861 | 335.78412 |
| Q3 | 621.21997 | 596.87826 |
| 95-th percentile | 1097.07 | 1147.1864 |
| Maximum | 1271 | 1271 |
| Range | 1221.7255 | 1221.7255 |
| Interquartile range (IQR) | 387.97203 | 362.07114 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 305.01869 | 308.7953 |
| Coefficient of variation (CV) | 0.67299266 | 0.65852324 |
| Kurtosis | -0.16797911 | 0.13563926 |
| Mean | 453.22737 | 468.92089 |
| Median Absolute Deviation (MAD) | 132.92047 | 171.04331 |
| Skewness | 0.98090445 | 1.038903 |
| Sum | 1670142.9 | 2813525.3 |
| Variance | 93036.402 | 95354.538 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 980 | 4 | 0.1% |
| 293.590485 | 4 | 0.1% |
| 228.513733 | 3 | 0.1% |
| 261.558807 | 3 | 0.1% |
| 780 | 3 | 0.1% |
| 279.680939 | 3 | 0.1% |
| 305.512939 | 3 | 0.1% |
| 289.616333 | 2 | 0.1% |
| 1088 | 2 | 0.1% |
| 298.334625 | 2 | 0.1% |
| Other values (3562) | 3656 |
| Value | Count | Frequency (%) |
| 1271 | 51 | 0.9% |
| 751.2725966 | 1 | < 0.1% |
| 975.1939086 | 1 | < 0.1% |
| 540.2672509 | 1 | < 0.1% |
| 247.2255649 | 1 | < 0.1% |
| 128.9860582 | 1 | < 0.1% |
| 1086.657816 | 1 | < 0.1% |
| 197.23911 | 1 | < 0.1% |
| 205.1805933 | 1 | < 0.1% |
| 149.1562543 | 1 | < 0.1% |
| Other values (5940) | 5940 |
| Value | Count | Frequency (%) |
| 49.274517 | 1 | |
| 49.676899 | 1 | |
| 50.04451 | 1 | |
| 50.14883 | 1 | |
| 50.178635 | 2 | |
| 50.471729 | 1 | |
| 50.819469 | 1 | |
| 50.933723 | 1 | |
| 51.018177 | 1 | |
| 52.135906 | 1 |
| Value | Count | Frequency (%) |
| 49.274517 | 1 | |
| 51.34243656 | 1 | |
| 51.44532223 | 1 | |
| 52.05508998 | 1 | |
| 53.07126684 | 1 | |
| 55.0348228 | 1 | |
| 55.79117984 | 1 | |
| 56.5290987 | 1 | |
| 57.1548786 | 1 | |
| 57.40011113 | 1 |
| Value | Count | Frequency (%) |
| 49.274517 | 1 | |
| 51.34243656 | 1 | |
| 51.44532223 | 1 | |
| 52.05508998 | 1 | |
| 53.07126684 | 1 | |
| 55.0348228 | 1 | |
| 55.79117984 | 1 | |
| 56.5290987 | 1 | |
| 57.1548786 | 1 | |
| 57.40011113 | 1 |
| Value | Count | Frequency (%) |
| 49.274517 | 1 | |
| 49.676899 | 1 | |
| 50.04451 | 1 | |
| 50.14883 | 1 | |
| 50.178635 | 2 | |
| 50.471729 | 1 | |
| 50.819469 | 1 | |
| 50.933723 | 1 | |
| 51.018177 | 1 | |
| 52.135906 | 1 |
High
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3558 | 5978 |
| Distinct (%) | 96.6% | 99.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 457.33135 | 474.0734 |
| Train | Test | |
|---|---|---|
| Minimum | 50.541279 | 51.772301 |
| Maximum | 1273.89 | 1273.89 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 50.541279 | 51.772301 |
| 5-th percentile | 115.0974 | 157.25106 |
| Q1 | 235.39896 | 233.92547 |
| median | 309.35297 | 341.5386 |
| Q3 | 627.54999 | 577.6555 |
| 95-th percentile | 1106.529 | 1159.47 |
| Maximum | 1273.89 | 1273.89 |
| Range | 1223.3487 | 1222.1177 |
| Interquartile range (IQR) | 392.15103 | 343.73004 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 307.4493 | 314.93103 |
| Coefficient of variation (CV) | 0.67226815 | 0.66430858 |
| Kurtosis | -0.15820497 | 0.15078599 |
| Mean | 457.33135 | 474.0734 |
| Median Absolute Deviation (MAD) | 132.48828 | 164.84166 |
| Skewness | 0.98572007 | 1.1053991 |
| Sum | 1685266 | 2844440.4 |
| Variance | 94525.073 | 99181.554 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 234.971741 | 3 | 0.1% |
| 1200 | 3 | 0.1% |
| 252.855423 | 3 | 0.1% |
| 251.861877 | 3 | 0.1% |
| 258.319885 | 3 | 0.1% |
| 309.983856 | 3 | 0.1% |
| 240.932968 | 3 | 0.1% |
| 201.688217 | 3 | 0.1% |
| 261.707855 | 3 | 0.1% |
| 193.739914 | 3 | 0.1% |
| Other values (3548) | 3655 |
| Value | Count | Frequency (%) |
| 1273.890015 | 23 | 0.4% |
| 588.817911 | 1 | < 0.1% |
| 836.676059 | 1 | < 0.1% |
| 1134.765424 | 1 | < 0.1% |
| 201.1162149 | 1 | < 0.1% |
| 1264.780816 | 1 | < 0.1% |
| 143.5473255 | 1 | < 0.1% |
| 262.894712 | 1 | < 0.1% |
| 236.4886646 | 1 | < 0.1% |
| 225.9955143 | 1 | < 0.1% |
| Other values (5968) | 5968 |
| Value | Count | Frequency (%) |
| 50.541279 | 1 | |
| 50.670437 | 1 | |
| 50.85424 | 1 | |
| 51.023144 | 1 | |
| 51.152302 | 1 | |
| 51.18211 | 1 | |
| 51.519913 | 1 | |
| 51.693783 | 1 | |
| 52.40416 | 1 | |
| 52.935703 | 1 |
| Value | Count | Frequency (%) |
| 51.77230066 | 1 | |
| 52.24955897 | 1 | |
| 53.6522599 | 1 | |
| 53.87885375 | 1 | |
| 57.90173509 | 1 | |
| 58.48716426 | 1 | |
| 58.63561408 | 1 | |
| 58.6420821 | 1 | |
| 58.95197197 | 1 | |
| 60.36271074 | 1 |
| Value | Count | Frequency (%) |
| 51.77230066 | 1 | |
| 52.24955897 | 1 | |
| 53.6522599 | 1 | |
| 53.87885375 | 1 | |
| 57.90173509 | 1 | |
| 58.48716426 | 1 | |
| 58.63561408 | 1 | |
| 58.6420821 | 1 | |
| 58.95197197 | 1 | |
| 60.36271074 | 1 |
| Value | Count | Frequency (%) |
| 50.541279 | 1 | |
| 50.670437 | 1 | |
| 50.85424 | 1 | |
| 51.023144 | 1 | |
| 51.152302 | 1 | |
| 51.18211 | 1 | |
| 51.519913 | 1 | |
| 51.693783 | 1 | |
| 52.40416 | 1 | |
| 52.935703 | 1 |
Low
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3586 | 6000 |
| Distinct (%) | 97.3% | 100.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 448.81182 | 480.54177 |
| Train | Test | |
|---|---|---|
| Minimum | 47.669952 | 49.205056 |
| Maximum | 1249.02 | 1244.3373 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 47.669952 | 49.205056 |
| 5-th percentile | 113.25538 | 138.42657 |
| Q1 | 230.75417 | 240.60896 |
| median | 304.51443 | 350.93181 |
| Q3 | 612.40002 | 596.87435 |
| 95-th percentile | 1086.3216 | 1148.985 |
| Maximum | 1249.02 | 1244.3373 |
| Range | 1201.3501 | 1195.1322 |
| Interquartile range (IQR) | 381.64586 | 356.2654 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 302.54917 | 315.06922 |
| Coefficient of variation (CV) | 0.67411141 | 0.65565417 |
| Kurtosis | -0.1754453 | -0.16536413 |
| Mean | 448.81182 | 480.54177 |
| Median Absolute Deviation (MAD) | 133.33777 | 176.87089 |
| Skewness | 0.97782058 | 0.96599609 |
| Sum | 1653871.5 | 2883250.6 |
| Variance | 91535.998 | 99268.612 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 287.132477 | 3 | 0.1% |
| 237.703964 | 3 | 0.1% |
| 257.82312 | 3 | 0.1% |
| 253.352188 | 3 | 0.1% |
| 541.07489 | 2 | 0.1% |
| 149.924881 | 2 | 0.1% |
| 372.700928 | 2 | 0.1% |
| 293.193054 | 2 | 0.1% |
| 300.048462 | 2 | 0.1% |
| 262.045654 | 2 | 0.1% |
| Other values (3576) | 3661 |
| Value | Count | Frequency (%) |
| 1020.525608 | 1 | < 0.1% |
| 247.2428919 | 1 | < 0.1% |
| 1151.53746 | 1 | < 0.1% |
| 564.1636376 | 1 | < 0.1% |
| 198.4466715 | 1 | < 0.1% |
| 354.2736153 | 1 | < 0.1% |
| 227.3432494 | 1 | < 0.1% |
| 523.8975262 | 1 | < 0.1% |
| 293.7213668 | 1 | < 0.1% |
| 610.4043928 | 1 | < 0.1% |
| Other values (5990) | 5990 |
| Value | Count | Frequency (%) |
| 47.669952 | 1 | |
| 49.150326 | 1 | |
| 49.339096 | 1 | |
| 49.483158 | 1 | |
| 49.512966 | 1 | |
| 49.925285 | 2 | |
| 50.173668 | 1 | |
| 50.322701 | 1 | |
| 50.675404 | 1 | |
| 50.74992 | 1 |
| Value | Count | Frequency (%) |
| 49.20505554 | 1 | |
| 49.70768714 | 1 | |
| 49.85203357 | 1 | |
| 50.47931017 | 1 | |
| 50.75373468 | 1 | |
| 51.39498513 | 1 | |
| 51.5652876 | 1 | |
| 53.39089999 | 1 | |
| 55.34687533 | 1 | |
| 55.488944 | 1 |
| Value | Count | Frequency (%) |
| 49.20505554 | 1 | |
| 49.70768714 | 1 | |
| 49.85203357 | 1 | |
| 50.47931017 | 1 | |
| 50.75373468 | 1 | |
| 51.39498513 | 1 | |
| 51.5652876 | 1 | |
| 53.39089999 | 1 | |
| 55.34687533 | 1 | |
| 55.488944 | 1 |
| Value | Count | Frequency (%) |
| 47.669952 | 1 | |
| 49.150326 | 1 | |
| 49.339096 | 1 | |
| 49.483158 | 1 | |
| 49.512966 | 1 | |
| 49.925285 | 2 | |
| 50.173668 | 1 | |
| 50.322701 | 1 | |
| 50.675404 | 1 | |
| 50.74992 | 1 |
Close
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3611 | 5984 |
| Distinct (%) | 98.0% | 99.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 453.15492 | 458.87706 |
| Train | Test | |
|---|---|---|
| Minimum | 49.681866 | 50.208599 |
| Maximum | 1268.33 | 1268.33 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 49.681866 | 50.208599 |
| 5-th percentile | 114.05916 | 145.77183 |
| Q1 | 233.43672 | 238.73093 |
| median | 306.44189 | 338.52938 |
| Q3 | 622.69 | 577.53793 |
| 95-th percentile | 1096.282 | 1114.7359 |
| Maximum | 1268.33 | 1268.33 |
| Range | 1218.6481 | 1218.1214 |
| Interquartile range (IQR) | 389.25328 | 338.80701 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 305.12944 | 292.62903 |
| Coefficient of variation (CV) | 0.67334464 | 0.63770681 |
| Kurtosis | -0.1663882 | 0.31698397 |
| Mean | 453.15492 | 458.87706 |
| Median Absolute Deviation (MAD) | 133.24338 | 173.72002 |
| Skewness | 0.98198489 | 1.0791325 |
| Sum | 1669875.9 | 2753262.4 |
| Variance | 93103.974 | 85631.747 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 288.126007 | 3 | 0.1% |
| 306.258087 | 3 | 0.1% |
| 289.616333 | 3 | 0.1% |
| 220.083572 | 2 | 0.1% |
| 273.769409 | 2 | 0.1% |
| 241.931473 | 2 | 0.1% |
| 296.282959 | 2 | 0.1% |
| 786.900024 | 2 | 0.1% |
| 191.727997 | 2 | 0.1% |
| 170.391769 | 2 | 0.1% |
| Other values (3601) | 3662 |
| Value | Count | Frequency (%) |
| 1268.329956 | 17 | 0.3% |
| 1176.07947 | 1 | < 0.1% |
| 590.6741959 | 1 | < 0.1% |
| 287.4961389 | 1 | < 0.1% |
| 541.9153955 | 1 | < 0.1% |
| 764.7777522 | 1 | < 0.1% |
| 1129.829726 | 1 | < 0.1% |
| 539.1507705 | 1 | < 0.1% |
| 527.4054176 | 1 | < 0.1% |
| 261.924488 | 1 | < 0.1% |
| Other values (5974) | 5974 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 49.80109 | 1 | |
| 49.845802 | 1 | |
| 50.427021 | 1 | |
| 50.461796 | 1 | |
| 50.675404 | 1 | |
| 50.819469 | 1 | |
| 50.824436 | 1 | |
| 50.85424 | 1 | |
| 52.096165 | 1 |
| Value | Count | Frequency (%) |
| 50.20859926 | 1 | |
| 51.40266131 | 1 | |
| 52.75285735 | 1 | |
| 55.1556096 | 1 | |
| 58.43589652 | 1 | |
| 61.90018681 | 1 | |
| 64.56996195 | 1 | |
| 65.51767198 | 1 | |
| 66.10793205 | 1 | |
| 66.94779223 | 1 |
| Value | Count | Frequency (%) |
| 50.20859926 | 1 | |
| 51.40266131 | 1 | |
| 52.75285735 | 1 | |
| 55.1556096 | 1 | |
| 58.43589652 | 1 | |
| 61.90018681 | 1 | |
| 64.56996195 | 1 | |
| 65.51767198 | 1 | |
| 66.10793205 | 1 | |
| 66.94779223 | 1 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 49.80109 | 1 | |
| 49.845802 | 1 | |
| 50.427021 | 1 | |
| 50.461796 | 1 | |
| 50.675404 | 1 | |
| 50.819469 | 1 | |
| 50.824436 | 1 | |
| 50.85424 | 1 | |
| 52.096165 | 1 |
Adj_Close
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3611 | 5983 |
| Distinct (%) | 98.0% | 99.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 453.15492 | 472.37242 |
| Train | Test | |
|---|---|---|
| Minimum | 49.681866 | 49.681866 |
| Maximum | 1268.33 | 1268.33 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 49.681866 | 49.681866 |
| 5-th percentile | 114.05916 | 139.87663 |
| Q1 | 233.43672 | 234.72919 |
| median | 306.44189 | 341.19866 |
| Q3 | 622.69 | 581.06927 |
| 95-th percentile | 1096.282 | 1126.0082 |
| Maximum | 1268.33 | 1268.33 |
| Range | 1218.6481 | 1218.6481 |
| Interquartile range (IQR) | 389.25328 | 346.34008 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 305.12944 | 312.97386 |
| Coefficient of variation (CV) | 0.67334464 | 0.66255744 |
| Kurtosis | -0.1663882 | -0.089876472 |
| Mean | 453.15492 | 472.37242 |
| Median Absolute Deviation (MAD) | 133.24338 | 177.27028 |
| Skewness | 0.98198489 | 0.99972466 |
| Sum | 1669875.9 | 2834234.5 |
| Variance | 93103.974 | 97952.637 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 288.126007 | 3 | 0.1% |
| 306.258087 | 3 | 0.1% |
| 289.616333 | 3 | 0.1% |
| 220.083572 | 2 | 0.1% |
| 273.769409 | 2 | 0.1% |
| 241.931473 | 2 | 0.1% |
| 296.282959 | 2 | 0.1% |
| 786.900024 | 2 | 0.1% |
| 191.727997 | 2 | 0.1% |
| 170.391769 | 2 | 0.1% |
| Other values (3601) | 3662 |
| Value | Count | Frequency (%) |
| 1268.329956 | 18 | 0.3% |
| 526.1363072 | 1 | < 0.1% |
| 240.8659051 | 1 | < 0.1% |
| 405.9325905 | 1 | < 0.1% |
| 949.5457019 | 1 | < 0.1% |
| 973.8616363 | 1 | < 0.1% |
| 570.5161612 | 1 | < 0.1% |
| 524.7510312 | 1 | < 0.1% |
| 202.6933348 | 1 | < 0.1% |
| 226.8473937 | 1 | < 0.1% |
| Other values (5973) | 5973 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 49.80109 | 1 | |
| 49.845802 | 1 | |
| 50.427021 | 1 | |
| 50.461796 | 1 | |
| 50.675404 | 1 | |
| 50.819469 | 1 | |
| 50.824436 | 1 | |
| 50.85424 | 1 | |
| 52.096165 | 1 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 50.60709307 | 1 | |
| 51.09476939 | 1 | |
| 52.46077886 | 1 | |
| 54.87260769 | 1 | |
| 54.96956844 | 1 | |
| 55.07413087 | 1 | |
| 55.10250232 | 1 | |
| 55.69594076 | 1 | |
| 57.2914406 | 1 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 50.60709307 | 1 | |
| 51.09476939 | 1 | |
| 52.46077886 | 1 | |
| 54.87260769 | 1 | |
| 54.96956844 | 1 | |
| 55.07413087 | 1 | |
| 55.10250232 | 1 | |
| 55.69594076 | 1 | |
| 57.2914406 | 1 |
| Value | Count | Frequency (%) |
| 49.681866 | 1 | |
| 49.80109 | 1 | |
| 49.845802 | 1 | |
| 50.427021 | 1 | |
| 50.461796 | 1 | |
| 50.675404 | 1 | |
| 50.819469 | 1 | |
| 50.824436 | 1 | |
| 50.85424 | 1 | |
| 52.096165 | 1 |
Volume
Real number (ℝ)
| Train | Test | |
|---|---|---|
| Distinct | 3614 | 5998 |
| Distinct (%) | 98.1% | > 99.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7391935.8 | 7448476.5 |
| Train | Test | |
|---|---|---|
| Minimum | 7900 | 686774 |
| Maximum | 82768100 | 63251283 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 28.9 KiB | 47.0 KiB |
Quantile statistics
| Train | Test | |
|---|---|---|
| Minimum | 7900 | 686774 |
| 5-th percentile | 1099220 | 1106933.9 |
| Q1 | 1959200 | 1686190.5 |
| median | 4674500 | 4920069.5 |
| Q3 | 9723900 | 11446293 |
| 95-th percentile | 22580040 | 19646520 |
| Maximum | 82768100 | 63251283 |
| Range | 82760200 | 62564509 |
| Interquartile range (IQR) | 7764700 | 9760102.2 |
Descriptive statistics
| Train | Test | |
|---|---|---|
| Standard deviation | 8197565.1 | 6961497.1 |
| Coefficient of variation (CV) | 1.1089876 | 0.93462027 |
| Kurtosis | 14.351579 | 5.5148884 |
| Mean | 7391935.8 | 7448476.5 |
| Median Absolute Deviation (MAD) | 3064800 | 3558125.5 |
| Skewness | 3.0007997 | 1.8479681 |
| Sum | 2.7239283 × 1010 | 4.4690859 × 1010 |
| Variance | 6.7200074 × 1013 | 4.8462442 × 1013 |
| Monotonicity | Not monotonic | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1389600 | 3 | 0.1% |
| 1290800 | 3 | 0.1% |
| 1173900 | 2 | 0.1% |
| 1849800 | 2 | 0.1% |
| 1372500 | 2 | 0.1% |
| 9752900 | 2 | 0.1% |
| 4261500 | 2 | 0.1% |
| 15738400 | 2 | 0.1% |
| 3506500 | 2 | 0.1% |
| 1565900 | 2 | 0.1% |
| Other values (3604) | 3663 |
| Value | Count | Frequency (%) |
| 3831625 | 2 | < 0.1% |
| 1706126 | 2 | < 0.1% |
| 8765287 | 1 | < 0.1% |
| 1265115 | 1 | < 0.1% |
| 5113765 | 1 | < 0.1% |
| 5879836 | 1 | < 0.1% |
| 55990679 | 1 | < 0.1% |
| 6524930 | 1 | < 0.1% |
| 1639628 | 1 | < 0.1% |
| 7253916 | 1 | < 0.1% |
| Other values (5988) | 5988 |
| Value | Count | Frequency (%) |
| 7900 | 1 | |
| 10800 | 1 | |
| 13100 | 1 | |
| 41300 | 1 | |
| 147500 | 1 | |
| 527200 | 1 | |
| 537000 | 1 | |
| 587400 | 1 | |
| 623400 | 1 | |
| 679000 | 1 |
| Value | Count | Frequency (%) |
| 686774 | 1 | |
| 702316 | 1 | |
| 735526 | 1 | |
| 769299 | 1 | |
| 770286 | 1 | |
| 777232 | 1 | |
| 779882 | 1 | |
| 783803 | 1 | |
| 789712 | 1 | |
| 804488 | 1 |
| Value | Count | Frequency (%) |
| 686774 | 1 | |
| 702316 | 1 | |
| 735526 | 1 | |
| 769299 | 1 | |
| 770286 | 1 | |
| 777232 | 1 | |
| 779882 | 1 | |
| 783803 | 1 | |
| 789712 | 1 | |
| 804488 | 1 |
| Value | Count | Frequency (%) |
| 7900 | 1 | |
| 10800 | 1 | |
| 13100 | 1 | |
| 41300 | 1 | |
| 147500 | 1 | |
| 527200 | 1 | |
| 537000 | 1 | |
| 587400 | 1 | |
| 623400 | 1 | |
| 679000 | 1 |
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Train
| Adj_Close | Close | High | Low | Open | Volume | |
|---|---|---|---|---|---|---|
| Adj_Close | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.860 |
| Close | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.860 |
| High | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.857 |
| Low | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.862 |
| Open | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.859 |
| Volume | -0.860 | -0.860 | -0.857 | -0.862 | -0.859 | 1.000 |
Test
| Adj_Close | Close | High | Low | Open | Volume | |
|---|---|---|---|---|---|---|
| Adj_Close | 1.000 | 0.668 | 0.660 | 0.669 | 0.675 | -0.621 |
| Close | 0.668 | 1.000 | 0.671 | 0.669 | 0.673 | -0.634 |
| High | 0.660 | 0.671 | 1.000 | 0.668 | 0.672 | -0.629 |
| Low | 0.669 | 0.669 | 0.668 | 1.000 | 0.686 | -0.637 |
| Open | 0.675 | 0.673 | 0.672 | 0.686 | 1.000 | -0.639 |
| Volume | -0.621 | -0.634 | -0.629 | -0.637 | -0.639 | 1.000 |
Train
A simple visualization of nullity by column.
Test
A simple visualization of nullity by column.
Train
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Test
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Train
| Open | High | Low | Close | Adj_Close | Volume | |
|---|---|---|---|---|---|---|
| 0 | 49.676899 | 51.693783 | 47.669952 | 49.845802 | 49.845802 | 44994500 |
| 1 | 50.178635 | 54.187561 | 49.925285 | 53.805050 | 53.805050 | 23005800 |
| 2 | 55.017166 | 56.373344 | 54.172661 | 54.346527 | 54.346527 | 18393200 |
| 3 | 55.260582 | 55.439419 | 51.450363 | 52.096165 | 52.096165 | 15361800 |
| 4 | 52.140873 | 53.651051 | 51.604362 | 52.657513 | 52.657513 | 9257400 |
| 5 | 52.135906 | 53.626213 | 51.991844 | 53.606342 | 53.606342 | 7148200 |
| 6 | 53.700729 | 53.959049 | 52.503513 | 52.732029 | 52.732029 | 6258300 |
| 7 | 52.299839 | 52.404160 | 50.675404 | 50.675404 | 50.675404 | 5235700 |
| 8 | 50.819469 | 51.519913 | 50.749920 | 50.854240 | 50.854240 | 4954800 |
| 9 | 51.018177 | 51.152302 | 49.512966 | 49.801090 | 49.801090 | 9206800 |
Test
| Open | High | Low | Close | Adj_Close | Volume | |
|---|---|---|---|---|---|---|
| 0 | 751.272597 | 588.817911 | 1020.525608 | 1176.079470 | 1268.329956 | 1461343 |
| 1 | 1220.932023 | 1142.248973 | 976.645249 | 564.969605 | 780.042373 | 1573974 |
| 2 | 513.883402 | 606.970192 | 921.403243 | 553.662845 | 70.549628 | 4584897 |
| 3 | 307.542602 | 291.515053 | 291.841689 | 336.567462 | 300.043205 | 7598497 |
| 4 | 1240.821746 | 1272.938204 | 557.251988 | 603.210810 | 1163.998831 | 1309691 |
| 5 | 283.770548 | 244.996657 | 174.753140 | 327.637288 | 330.876022 | 5894606 |
| 6 | 722.473300 | 528.172557 | 142.294865 | 183.088905 | 93.956356 | 6143949 |
| 7 | 326.051359 | 330.868832 | 309.643267 | 334.982638 | 333.374500 | 8762774 |
| 8 | 207.402336 | 268.590509 | 285.047515 | 273.246719 | 208.574686 | 16440255 |
| 9 | 218.482585 | 170.288397 | 133.735418 | 319.084682 | 166.122976 | 10109980 |
Train
| Open | High | Low | Close | Adj_Close | Volume | |
|---|---|---|---|---|---|---|
| 3675 | 1185.500000 | 1187.558960 | 1159.369995 | 1173.020020 | 1173.020020 | 1400200 |
| 3676 | 1171.540039 | 1171.564941 | 1159.431030 | 1168.489990 | 1168.489990 | 1012400 |
| 3677 | 1174.900024 | 1178.989990 | 1162.880005 | 1173.310059 | 1173.310059 | 1269900 |
| 3678 | 1184.099976 | 1196.660034 | 1182.000000 | 1194.430054 | 1194.430054 | 1252500 |
| 3679 | 1195.319946 | 1201.349976 | 1185.709961 | 1200.489990 | 1200.489990 | 827900 |
| 3680 | 1207.479980 | 1216.300049 | 1200.500000 | 1205.920044 | 1205.920044 | 1017800 |
| 3681 | 1205.939941 | 1215.670044 | 1204.130005 | 1215.000000 | 1215.000000 | 950000 |
| 3682 | 1214.989990 | 1216.219971 | 1205.030029 | 1207.150024 | 1207.150024 | 907200 |
| 3683 | 1207.890015 | 1208.689941 | 1199.859985 | 1203.839966 | 1203.839966 | 860200 |
| 3684 | 1196.000000 | 1202.290039 | 1193.079956 | 1197.250000 | 1197.250000 | 865500 |
Test
| Open | High | Low | Close | Adj_Close | Volume | |
|---|---|---|---|---|---|---|
| 5990 | 430.404845 | 1079.505919 | 1163.756160 | 304.841692 | 1029.481734 | 4395577 |
| 5991 | 286.034495 | 225.689732 | 226.309919 | 239.363902 | 176.207008 | 14671620 |
| 5992 | 165.914694 | 144.143448 | 221.061744 | 189.808097 | 175.462499 | 11985850 |
| 5993 | 520.523515 | 535.731345 | 521.716358 | 190.641400 | 604.351172 | 6977739 |
| 5994 | 300.093876 | 339.401847 | 285.618627 | 264.094756 | 284.582299 | 9957898 |
| 5995 | 227.386309 | 565.268126 | 216.274740 | 450.975436 | 249.263588 | 14808867 |
| 5996 | 583.950668 | 1112.459258 | 113.971465 | 803.575205 | 567.018189 | 1285039 |
| 5997 | 251.101808 | 564.800129 | 540.224776 | 116.074842 | 61.399117 | 11606614 |
| 5998 | 252.495769 | 215.091491 | 51.394985 | 365.139969 | 555.341145 | 8305337 |
| 5999 | 1150.652951 | 1093.539224 | 1173.472036 | 1059.573948 | 1144.469496 | 1797192 |
Train
| Open | High | Low | Close | Adj_Close | Volume | # duplicates | |
|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||
Test
| Open | High | Low | Close | Adj_Close | Volume | # duplicates | |
|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | |||||||